Hydro-meteorological data analysis using olap techniques
The wealth of data recorded by meteorological networks provides a great opportunity for analyzing and discovering knowledge. However, efficient data storage and its effective handling are prerequisites for meteorological and hydro-climatological research and require strategies for capturing, deliver...
- Autores:
-
Duque-Méndez, Néstor Dario
Orozco-Alzate, Mauricio
Vélez, Jorge Julián
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2014
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/72254
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/72254
http://bdigital.unal.edu.co/36727/
- Palabra clave:
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Duque-Méndez, Néstor Dario5e568bce-28b5-4af2-bad2-5134c54b5335300Orozco-Alzate, Mauricio7edc7a12-73f5-4cb3-ab70-09e723b6b026300Vélez, Jorge Julián8fd3e794-10e4-4a7a-bb6a-1cca8b35d5343002019-07-03T15:02:05Z2019-07-03T15:02:05Z2014-06-24https://repositorio.unal.edu.co/handle/unal/72254http://bdigital.unal.edu.co/36727/The wealth of data recorded by meteorological networks provides a great opportunity for analyzing and discovering knowledge. However, efficient data storage and its effective handling are prerequisites for meteorological and hydro-climatological research and require strategies for capturing, delivering, storing and processing that guarantee quality and consistency of the data. The purpose of this work is to develop a conceptual model for a data warehouse in a star schema that allows the structured storage and multidimensional analysis of historical hydro-climatological data. Information registered by two telemetered networks of hydro-meteorological stations has been collected in the city of Manizales, Colombia. From the designed data warehouse schema, the data warehouse exploits the data (in some cases extending back more than 50 years) in order to apply online analytical processing (OLAP) techniques and discovery potential high-value hidden relationships, in a region particularly affected by climate change and climate variability phenomena. The core contribution of this paper encompasses the exploration of alternatives to the traditional storage and analysis methods and the presentation of a number of cases, showing the effectiveness of the proposed model in the evaluation of the data quality and the visualization of relationships among diverse variables in different scales and for specific cases.application/pdfspaUniversidad Nacional de Colombia Sede Medellínhttp://revistas.unal.edu.co/index.php/dyna/article/view/37700Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaDYNA; Vol. 81, núm. 185 (2014); 160-167 Dyna; Vol. 81, núm. 185 (2014); 160-167 2346-2183 0012-7353Duque-Méndez, Néstor Dario and Orozco-Alzate, Mauricio and Vélez, Jorge Julián (2014) Hydro-meteorological data analysis using olap techniques. DYNA; Vol. 81, núm. 185 (2014); 160-167 Dyna; Vol. 81, núm. 185 (2014); 160-167 2346-2183 0012-7353 .Hydro-meteorological data analysis using olap techniquesArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTORIGINAL37700-167066-1-SP.pdfapplication/pdf389573https://repositorio.unal.edu.co/bitstream/unal/72254/1/37700-167066-1-SP.pdf82640f53e2694851f6456708d9bf8e25MD5137700-207928-1-PB.pdfapplication/pdf1144749https://repositorio.unal.edu.co/bitstream/unal/72254/2/37700-207928-1-PB.pdfed363bd3b14f439402fe9d837eaef959MD52THUMBNAIL37700-167066-1-SP.pdf.jpg37700-167066-1-SP.pdf.jpgGenerated Thumbnailimage/jpeg7924https://repositorio.unal.edu.co/bitstream/unal/72254/3/37700-167066-1-SP.pdf.jpg81accfce99468c7c23ee17f9293713c6MD5337700-207928-1-PB.pdf.jpg37700-207928-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9804https://repositorio.unal.edu.co/bitstream/unal/72254/4/37700-207928-1-PB.pdf.jpg23cb234c36499ea39be0f01b4a07386cMD54unal/72254oai:repositorio.unal.edu.co:unal/722542023-06-22 23:04:09.724Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |
dc.title.spa.fl_str_mv |
Hydro-meteorological data analysis using olap techniques |
title |
Hydro-meteorological data analysis using olap techniques |
spellingShingle |
Hydro-meteorological data analysis using olap techniques |
title_short |
Hydro-meteorological data analysis using olap techniques |
title_full |
Hydro-meteorological data analysis using olap techniques |
title_fullStr |
Hydro-meteorological data analysis using olap techniques |
title_full_unstemmed |
Hydro-meteorological data analysis using olap techniques |
title_sort |
Hydro-meteorological data analysis using olap techniques |
dc.creator.fl_str_mv |
Duque-Méndez, Néstor Dario Orozco-Alzate, Mauricio Vélez, Jorge Julián |
dc.contributor.author.spa.fl_str_mv |
Duque-Méndez, Néstor Dario Orozco-Alzate, Mauricio Vélez, Jorge Julián |
description |
The wealth of data recorded by meteorological networks provides a great opportunity for analyzing and discovering knowledge. However, efficient data storage and its effective handling are prerequisites for meteorological and hydro-climatological research and require strategies for capturing, delivering, storing and processing that guarantee quality and consistency of the data. The purpose of this work is to develop a conceptual model for a data warehouse in a star schema that allows the structured storage and multidimensional analysis of historical hydro-climatological data. Information registered by two telemetered networks of hydro-meteorological stations has been collected in the city of Manizales, Colombia. From the designed data warehouse schema, the data warehouse exploits the data (in some cases extending back more than 50 years) in order to apply online analytical processing (OLAP) techniques and discovery potential high-value hidden relationships, in a region particularly affected by climate change and climate variability phenomena. The core contribution of this paper encompasses the exploration of alternatives to the traditional storage and analysis methods and the presentation of a number of cases, showing the effectiveness of the proposed model in the evaluation of the data quality and the visualization of relationships among diverse variables in different scales and for specific cases. |
publishDate |
2014 |
dc.date.issued.spa.fl_str_mv |
2014-06-24 |
dc.date.accessioned.spa.fl_str_mv |
2019-07-03T15:02:05Z |
dc.date.available.spa.fl_str_mv |
2019-07-03T15:02:05Z |
dc.type.spa.fl_str_mv |
Artículo de revista |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
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http://purl.org/coar/resource_type/c_6501 |
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http://purl.org/coar/version/c_970fb48d4fbd8a85 |
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Text |
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http://purl.org/redcol/resource_type/ART |
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publishedVersion |
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https://repositorio.unal.edu.co/handle/unal/72254 |
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http://bdigital.unal.edu.co/36727/ |
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https://repositorio.unal.edu.co/handle/unal/72254 http://bdigital.unal.edu.co/36727/ |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.spa.fl_str_mv |
http://revistas.unal.edu.co/index.php/dyna/article/view/37700 |
dc.relation.ispartof.spa.fl_str_mv |
Universidad Nacional de Colombia Revistas electrónicas UN Dyna Dyna |
dc.relation.ispartofseries.none.fl_str_mv |
DYNA; Vol. 81, núm. 185 (2014); 160-167 Dyna; Vol. 81, núm. 185 (2014); 160-167 2346-2183 0012-7353 |
dc.relation.references.spa.fl_str_mv |
Duque-Méndez, Néstor Dario and Orozco-Alzate, Mauricio and Vélez, Jorge Julián (2014) Hydro-meteorological data analysis using olap techniques. DYNA; Vol. 81, núm. 185 (2014); 160-167 Dyna; Vol. 81, núm. 185 (2014); 160-167 2346-2183 0012-7353 . |
dc.rights.spa.fl_str_mv |
Derechos reservados - Universidad Nacional de Colombia |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.license.spa.fl_str_mv |
Atribución-NoComercial 4.0 Internacional |
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http://creativecommons.org/licenses/by-nc/4.0/ |
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info:eu-repo/semantics/openAccess |
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Atribución-NoComercial 4.0 Internacional Derechos reservados - Universidad Nacional de Colombia http://creativecommons.org/licenses/by-nc/4.0/ http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
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Universidad Nacional de Colombia Sede Medellín |
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